GLM 5.2

Closest matchGemini 3.1 Pro
Blend score63.3%

Circular relationship tree

GPT 4.1 Nano Qwen3 30B A3B Gemini 2.5 Flash Lite GPT OSS 20B Mistral Nemo Gemma 3 4B IT Grok 4 Fast GPT 4o Mini GLM 4.6 Llama 4 Scout Claude Fable 5 Kimi K3 Claude Opus 4.8 Claude Sonnet 5 Inkling Grok 4.5 Gemini 3.1 Pro GLM 5.2 DeepSeek V4 Pro GPT 5.6 Sol

Similar models

  1. 01Gemini 3.1 Pro63.3%
  2. 02DeepSeek V4 Pro54.0%
  3. 03Claude Sonnet 552.9%
  4. 04Claude Opus 4.851.3%
  5. 05Inkling51.1%
  6. 06Grok 4.550.3%
  7. 07Claude Fable 550.1%
  8. 08Kimi K348.4%
  9. 09GPT 5.6 Sol35.7%
  10. 10Llama 4 Scout8.2%
  11. 11Gemma 3 4B IT5.7%
  12. 12GPT 4o Mini5.7%
  13. 13Qwen3 30B A3B5.0%
  14. 14Gemini 2.5 Flash Lite4.9%
  15. 15GPT 4.1 Nano4.8%
  16. 16GLM 4.63.9%
  17. 17Mistral Nemo3.1%
  18. 18GPT OSS 20B3.1%
  19. 19Grok 4 Fast2.1%

Head to head

GLM 5.2Z.ai · 100 outputs
vs
Grok 4.5Grok · 100 outputs
View Grok 4.5 profile
Blend score50.3%
463 onlyGLM 5.2937 shared463 onlyGrok 4.5

GLM 5.2only463

  1. ensures that theessays · 3-gram30×
  2. one must firstessays · 3-gram21×
  3. to understand theessays · 3-gram20×
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  5. rooted in theessays · 3-gram17×
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  8. the cost ofessays · 3-gram16×
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  28. approximately 1000 wordsessays · 3-gram18×
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  50. rather it isessays · 3-gram9×
  51. review and refineessays · 3-gram9×
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  54. only output theessays · 3-gram13×
  55. output the essayessays · 3-gram13×
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  59. regardless of theiressays · 3-gram10×
  60. at the forefrontessays · 3-gram9×
  61. fabric of theessays · 3-gram9×
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  64. the end ofessays · 3-gram9×
  65. the face ofessays · 3-gram9×
  66. the trajectory ofessays · 3-gram9×
  67. as the primaryessays · 3-gram8×
  68. driven by theessays · 3-gram8×
  69. inextricably linked toessays · 3-gram8×
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  71. leading to aessays · 3-gram8×
  72. outline the essayessays · 3-gram8×
  73. part of theessays · 3-gram8×
  74. to meet theessays · 3-gram8×
  75. in the globalessays · 3-gram13×
  76. understanding of theessays · 3-gram11×
  77. based on theiressays · 3-gram10×
  78. the application ofessays · 3-gram10×
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  1. in conclusion theessays · 3-gram53×25×
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  11. ensuring that theessays · 3-gram23×8×
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  15. the importance ofessays · 3-gram26×20×
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  18. the role ofessays · 3-gram20×10×
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  27. the complexities ofessays · 3-gram14×11×
  28. a sense ofessays · 3-gram13×27×
  29. a culture ofessays · 3-gram16×15×
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  38. an environment whereessays · 3-gram12×7×
  39. are more likelyessays · 3-gram12×9×
  40. by focusing onessays · 3-gram11×8×
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  57. in real timeessays · 3-gram12×8×
  58. to ensure thatessays · 3-gram12×7×
  59. economies of scaleessays · 3-gram9×9×
  60. to create aessays · 3-gram9×6×
  61. back to theessays · 3-gram8×6×
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  72. as well asessays · 3-gram11×11×
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  74. the company toessays · 3-gram11×7×
  75. well being andessays · 3-gram9×9×
  76. research and developmentessays · 3-gram8×9×
  77. in the worldessays · 3-gram7×6×
  78. the quality ofessays · 3-gram7×11×
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  172. need foressays · 2-gram25×28×
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  1. an era ofessays · 3-gram17×
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  40. fostering a senseessays · 3-gram8×
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Same prompt, two outputs

30 of 100
Input prompt

Convert the following summary back into the original text: The Federal Emergency Management Agency (FEMA) is an organization that prepares, prevents, responds to and recovers from natural and manmade disasters. The government created FEMA in 1979, and the organization has gone through various structural and service related changes since then.

Document similarity8.8%
GLM 5.21,020 words
Disasters, both natural and manmade, pose significant threats to the safety, economy, and well-being of communities across the United States. Whether it is a devastating hurricane battering the Gulf Coast, a massive wildfire sweeping through the western states, or a coordinated terrorist attack on a major metropolitan area, the ability of a nation to effectively manage such crises is paramount to its security and resilience. At the forefront of this critical mission is the Federal Emergency Management Agency, widely known as FEMA. As an organization fundamentally dedicated to preparing for, preventing, responding to, and recovering from disasters, FEMA serves as the federal government's primary emergency management arm. Created in 1979, the agency has not remained stagnant; rather, it has undergone numerous structural and service-related changes over the decades to adapt to an ever-evolving threat landscape. Understanding the history, core functions, and evolutionary trajectory of FEMA provides essential insight into how the United States safeguards its citizens in times of greatest need. Prior to the creation of FEMA, disaster management in the United States was highly fragmented. Throughout the 1960s and 1970s, the federal government’s disaster response capabilities were scattered across various independent agencies and departments. The Federal Insurance Administration handled flood insurance, the National Fire Prevention and Control Administration dealt with fire safety, and the Federal Preparedness Agency managed national security and civil defense emergencies. When major disasters such as Hurricane Agnes struck in 1972, or the Three Mile Island nuclear incident occurred in 1979, the lack of a coordinated federal response became glaringly evident. State and local governments were often left to navigate a confusing labyrinth of federal programs to secure necessary assistance. Recognizing this systemic inefficiency, President Jimmy Carter proposed the consolidation of these disparate functions. Consequently, Reorganization Plan No. 3 of 1978 was enacted, officially establishing FEMA by executive order on April 1, 1979. This consolidation marked a paradigm shift in American emergency management, unifying disaster relief, civil defense, and emergency preparedness under a single organizational roof for the first time in the nation's history. The foundational mandate of FEMA is encapsulated in the four phases of emergency management: mitigation, preparedness, response, and recovery. Preparation and prevention, often grouped under mitigation and preparedness, are arguably the most critical long-term functions of the agency. FEMA works proactively to reduce the loss of life and property by ensuring that communities are ready before a disaster strikes. This is achieved through rigorous risk assessment, community education, and the enforcement of resilient building standards. The agency produces detailed flood maps that guide local zoning and construction decisions, ensuring that homes and critical infrastructure are built to withstand environmental hazards. Furthermore, FEMA provides vital funding through grant programs like the Hazard Mitigation Grant Program and the Pre-Disaster Mitigation program, which empower state and local governments to invest in protective infrastructure, such as seawalls, reinforced public buildings, and advanced warning systems. Preparation also involves extensive training and capacity building. Through the Emergency Management Institute and the National Fire Academy, FEMA trains thousands of emergency managers, first responders, and public officials, fostering a professionalized workforce capable of handling complex crises. By focusing on these proactive measures, FEMA aims to minimize the impact of disasters before they occur, effectively saving lives and reducing the ultimate financial cost of recovery. Despite the best preventive efforts, disasters inevitably occur, requiring immediate and robust response and recovery operations. When an incident overwhelms state and local resources, a governor requests a federal disaster declaration, which, if approved by the President, unlocks FEMA's vast resources. In the response phase, the agency coordinates the deployment of federal assets, including Urban Search and Rescue teams, Mobile Emergency Response Support units, and logistical supplies such as water, meals, and medical equipment. FEMA also establishes Disaster Recovery Centers in affected areas to provide face-to-face assistance to victims. The recovery phase is often a years-long endeavor. FEMA facilitates this through its Public Assistance program, which reimburses state and local governments for the repair of critical infrastructure like roads, bridges, schools, and public utilities. Simultaneously, the Individual Assistance program provides direct financial aid to homeowners and renters for temporary housing, home repairs, and other disaster-related expenses not covered by insurance. Through these comprehensive response and recovery efforts, FEMA acts as the nation's shock absorber, helping communities transition from devastation to stability. Since its inception in 1979, FEMA has experienced significant structural and service-related transformations, often driven by the harsh lessons learned from catastrophic events. The agency's early years were marked by a struggle to balance natural disaster response with its inherited civil defense responsibilities. The end of the Cold War allowed FEMA to shift its focus more heavily toward natural hazards. However, the agency faced severe criticism in the 1990s following its slow response to events like Hurricane Andrew, prompting a massive professionalization effort and the implementation of the Federal Response Plan. The most profound structural change occurred in the aftermath of the September 11, 2001, terrorist attacks. The creation of the Department of Homeland Security in 2003 resulted in FEMA being absorbed into this massive new bureaucracy. Initially, this integration diluted FEMA’s autonomy and shifted its focus heavily toward counter-terrorism, which ultimately contributed to the agency's widely criticized response to Hurricane Katrina in 2005. The failures during Katrina prompted the Post-Katrina Emergency Management Reform Act of 2006, a landmark piece of legislation that restored much of FEMA’s independence within DHS, elevated the agency's leadership, and expanded its regional offices to improve on-the-ground coordination. In recent years, FEMA's services have continued to evolve to address modern, complex threats. The agency now actively integrates climate change adaptation into its mitigation strategies and has developed specialized frameworks for responding to cyber-attacks and pandemics, as demonstrated by its unprecedented logistical role during the COVID-19 crisis. In conclusion, the Federal Emergency Management Agency remains an indispensable pillar of American public safety and national resilience. Born out of the necessity to consolidate a fragmented federal disaster response system in 1979, FEMA has grown into a sophisticated organization dedicated to the comprehensive cycle of preparing for, preventing, responding to, and recovering from all hazards. The agency’s history is one of continuous adaptation,
Grok 4.51,429 words
The Federal Emergency Management Agency, widely known by its acronym FEMA, stands as a cornerstone of the United States government’s efforts to safeguard the nation against the myriad threats posed by both natural and manmade disasters. Established with a clear mandate to prepare for, prevent, respond to, and recover from catastrophic events, FEMA operates at the intersection of federal policy, state and local coordination, and community resilience. Its work encompasses everything from developing emergency plans and providing training to deploying resources in the immediate aftermath of hurricanes, earthquakes, floods, wildfires, terrorist attacks, and other large-scale emergencies. Through a combination of proactive planning and reactive support, the agency seeks to minimize loss of life, reduce economic damage, and facilitate the restoration of normalcy in affected areas. Over the decades since its inception, FEMA has evolved considerably, adapting its structure, authorities, and service delivery models to meet emerging challenges and lessons learned from past crises. The origins of FEMA trace back to a period of growing recognition that fragmented federal disaster responses were inefficient and inadequate. Prior to 1979, responsibility for emergency management was scattered across more than one hundred federal agencies, each handling discrete aspects of preparedness, civil defense, or relief. This disorganization became particularly evident in the 1970s amid a series of major disasters and heightened Cold War concerns about nuclear preparedness. In response, President Jimmy Carter issued Executive Order 12127 on March 31, 1979, formally creating the Federal Emergency Management Agency. The new organization consolidated existing functions from entities such as the Federal Insurance Administration, the National Fire Prevention and Control Administration, the Federal Disaster Assistance Administration, and elements of the Defense Civil Preparedness Agency. Carter’s vision emphasized a unified approach that integrated natural disaster relief with civil defense readiness, reflecting the dual-use philosophy that many preparedness measures serve both peacetime and wartime needs. From its headquarters in Washington, D.C., FEMA began operations under the leadership of its first director, John Macy, with a mandate to coordinate federal assistance while supporting state and local governments that retain primary responsibility for emergency management. In its early years, FEMA focused on building a national framework for disaster response. The agency developed the Federal Response Plan, later refined into the National Response Framework, which outlines how federal departments and agencies support state and local efforts during major incidents. It also assumed administration of the National Flood Insurance Program, a critical tool for mitigating flood risk through insurance availability and floodplain management standards. Throughout the 1980s, FEMA’s dual mission of civil defense and natural disaster management occasionally created internal tensions, as resources and attention shifted between nuclear attack preparedness and more frequent peacetime emergencies such as hurricanes and earthquakes. Notable responses during this period included assistance following the 1980 eruption of Mount St. Helens and the devastating 1989 Loma Prieta earthquake in California. These events underscored the importance of rapid damage assessment, temporary housing, and financial aid through the presidential disaster declaration process authorized by the Robert T. Stafford Disaster Relief and Emergency Assistance Act of 1988. The Stafford Act remains the primary legislative foundation for FEMA’s authority, establishing the mechanisms by which the President can declare emergencies or major disasters and thereby unlock federal funding and resources. The 1990s brought both high-profile successes and sharp criticism that prompted significant internal reforms. Hurricane Andrew’s landfall in South Florida in 1992 exposed serious shortcomings in FEMA’s coordination and logistics capabilities. Public and congressional dissatisfaction led to leadership changes and a renewed emphasis on customer service, pre-disaster mitigation, and partnerships with voluntary organizations. Under Director James Lee Witt, appointed by President Bill Clinton, FEMA underwent a cultural transformation. Witt, the first director with extensive state-level emergency management experience, shifted the agency’s focus toward a more proactive, all-hazards approach. Programs such as Project Impact encouraged communities to invest in mitigation measures before disasters struck, while improvements in the delivery of individual assistance and public assistance grants enhanced recovery support. The agency’s performance during the Midwest floods of 1993 and the Northridge earthquake of 1994 demonstrated measurable progress in response speed and effectiveness. The terrorist attacks of September 11, 2001, fundamentally altered FEMA’s organizational landscape and mission priorities. In the aftermath of the attacks, Congress created the Department of Homeland Security (DHS) through the Homeland Security Act of 2002, and FEMA was incorporated into the new department in March 2003. This structural change placed the agency within a broader counterterrorism and homeland security framework, alongside organizations focused on border security, immigration, and intelligence. While the move aimed to improve coordination across domestic security functions, it also generated concerns that FEMA’s traditional disaster-relief role might be subordinated to terrorism preparedness. The agency retained its core responsibilities but gained additional duties related to national preparedness goal-setting, grant administration for state and local first responders, and integration with the National Incident Management System. Hurricane Katrina in 2005 tested the post-9/11 arrangements severely and revealed persistent weaknesses in command, communications, and logistics. The catastrophic flooding of New Orleans and the broader Gulf Coast overwhelmed local and state capacities, and federal assistance, though massive in scale, was widely criticized as slow and poorly coordinated. Congressional investigations and after-action reports prompted the Post-Katrina Emergency Management Reform Act of 2006, which restored a greater degree of autonomy to FEMA within DHS, elevated the FEMA Administrator to a more prominent advisory role, and strengthened requirements for regional offices, disability integration, and evacuation planning. Subsequent legislation and policy directives further refined FEMA’s authorities, emphasizing whole-community engagement that includes individuals, businesses, faith-based groups, and nonprofit organizations as essential partners rather than mere recipients of aid. In the years that followed, FEMA continued to adapt its structure and services. The agency expanded its focus on climate resilience and the increasing frequency of extreme weather events linked to climate change. Programs such as Hazard Mitigation Grant Program funding, Building Resilient Infrastructure and Communities grants, and updated flood risk mapping under Risk MAP reflect a sustained commitment to reducing future losses. FEMA has also modernized its technological capabilities, investing in geospatial tools, mobile applications for disaster survivors, and data-driven decision support. Responses to major events—including Superstorm Sandy in 2012, Hurricanes Harvey, Irma, and Maria in 2017, the California wildfire seasons of recent years, and the COVID-19 pandemic—illustrated both the scale of FEMA’s operational reach and the ongoing need for continuous improvement. During the pandemic, the agency played a central role in coordinating the distribution of medical supplies, supporting vaccination sites, and administering unprecedented levels of assistance under emergency declarations. Structurally, FEMA today operates through a headquarters organization and ten regional offices that maintain close working relationships with state emergency management agencies. Its workforce comprises permanent staff, reservists, and cadres of temporary employees who surge during major disasters. Key directorates address resilience, response and recovery, mission support, and federal insurance and mitigation. The agency administers a wide array of programs: Individual Assistance for households, Public Assistance for infrastructure repair, Hazard Mitigation Assistance to reduce long-term risk, and various preparedness grants that fund training, equipment, and planning at the state and local levels. FEMA also leads the National Flood Insurance Program, manages the nation’s strategic stockpiles in coordination with other agencies, and supports continuity of government and continuity of operations planning. Throughout its history, FEMA has navigated repeated cycles of reform driven by both operational experience and shifting political priorities. From its creation in 1979 as an independent agency consolidating disparate functions, through its integration into DHS, and subsequent legislative rebalancing of authorities, the organization has demonstrated a capacity for structural evolution. Service-related changes have been equally significant, moving from a predominantly reactive relief model toward a comprehensive emergency management cycle that places equal weight on preparedness, mitigation, response, and recovery. Challenges remain, including the tension between centralized federal standards and the diversity of local conditions, the fiscal pressures of ever-costlier disasters, equity concerns in aid distribution, and the imperative to incorporate emerging risks such as cybersecurity incidents and complex cascading failures. In fulfilling its enduring mission, FEMA continues to embody the principle that effective emergency management requires partnership across all levels of government and society. By preparing communities in advance, working to prevent or mitigate foreseeable hazards, mounting rapid and coordinated responses when disasters occur, and supporting long-term recovery that leaves communities more resilient than before, the agency performs an indispensable public service. The structural and operational transformations it has undergone since 1979 reflect both the hard lessons of past catastrophes and an ongoing commitment to improve. As the nature of risk evolves, so too will FEMA, remaining a vital instrument of national readiness and recovery for generations to come.